Shilpi opens the day with a grounded view of the AI transformation landscape: where the market is, where organizations are actually stuck, and why the real problem is execution, not intention. This sets the narrative frame for everything that follows.

Examine why revenue growth stalls even with AI-powered personalization. Unpack the friction between customer data, GEO/AIEO experimentation, and trust-driven engagement — and surface where AI genuinely improves conversion versus where it creates noise, misalignment, or eroded trust.

Reframe governance from a blocker to an operating discipline. Show how AI policies evolved post-incident, how intake and review processes were operationalized, and what “minimum viable governance” looks like in practice — not in documentation.

FC-moderated synthesis connecting the morning’s two threads: where strategy collided with execution, where incentives broke, and what recurring failure modes are emerging across organizations. Attendees leave with a shared map of transformation fault lines and a sharper question to carry into the afternoon.

Enjoy lunch while connecting with executives, technology leaders, speakers, and industry peers. Build valuable relationships, exchange ideas, and continue meaningful conversations in a relaxed networking environment.

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Move beyond pilots and examine how organizations architect, fund, and scale AI as a platform capability. Focus on the decisions that locked in — or limited — speed to value, risk posture, and long-term adaptability.

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Expose why AI systems break or degrade post-launch and what it takes to run them reliably at scale. Cover data quality, MLOps/AI-Ops, operational ownership, cost, performance, and incident response — the invisible backbone that determines whether the intelligent enterprise is real or theater.

The most honest session of the day. Select speakers return for a single question: not what worked, but what they would do differently. This is not a motivational close — it is a candid, structured debrief with clear next steps for every leader in the room.

Shilpi closes the day by weaving together the key themes, surfacing the patterns that cut across all sessions, and sending every attendee home with a clear lens for what they heard.